Clicks or Click Fraud?
Check out animation about millions of bots clicks show at Bit.ly as "statistics"
Twitter: The Dark Side Study
- EXECUTIVE SUMMARY
- INTRO to SOCIAL NETWORKING
- Human Society as Social Medium
- Networking at the Speed of Light
- Man I Need Coffee so Bad
- WELCOME to REAL-TIME WORLD
- The First Tweet?
- Businesses Emerge
- CLICK FRAUD - THE DARK SIDE
- URL Shortener
- Bit.ly’s Vulnerabilities
- Bit.ly – Twitter’s choice
- Tricky Analytics
- Twitter's ECO Footprint
- Are We Getting Stupider?
- Twitter Frenzy
- What Kind of Future with Twitter?
- EXPERIMENTS - Bit.ly Validity
- BOTS vs. HUMANS ratio
- BOTS vs. HUMANS by AdSense
- Insight Into Followers
- Bots Folllowing Bots Following Bots
- Christians Following Porn Bots
- Celebrities - Bots of the Worst Kind
- Celebrity Poluters
- Obama Girl?
- Direct Messaging Value
- MILLION CLICKS - ZERO HUMANS
- CONCLUSION
- Appendices
- BOTS vs. HUMANS IPA Analysis 1
- Followers Breakdown
- BOTS vs. HUMANS IPA Analysis 2
Check out these Ads and Click ones of Your Interest
Twitter: The Dark Side | IPA BOTS vs. HUMANS Analysis for Ex3
First row : Bot/Human # Clicks per IP IP ADDRESS REVERSE DNS
Second row : analysis process and the call explained
B 8, 128.121.156.53 , fbx2.83degrees.com
At first blush it seems like a nice human from Englewood, Colorado that most likely works for / with Greenpeace. BUT it behaving on-line and browsing patterns looks more like crawling patterns; a call – it’s a bot; it also generates some duplicate clicks when coming from Powertwitter so it raises a flag; perhaps Powertwitter has a bug? More info welcomed. 100% accurate call not possible and we propose to count it as a bot.
B 6, 67.218.99.195 , Error: No RDNS
given this IPA strange appearances all over the Internet, it is most likely a crawler ran from linode cloud.
B 6, 216.129.119.81 , ramp2b.cuil.com
This IPA comes with Mozilla/5.0 and it is identified as search engine Ciuli’s Twiceler-0.9 www dot cuil.com/twiceler/robot.html bot
B 3, 216.24.142.45 , flx1-ppp45.lvdi.net
This IP is associated with http://me.dium.com redirect to http://www.oneriot.com/ “real time search for real time web” therefore a Call – it’s a bot.
B 3, 128.241.112.231 , Error: No RDNS
Seems like a nice human from Englewood, Colorado BUT it behaving on-line and browsing patterns looks more like crawling patterns; a call – it’s a bot.
B 2, 64.233.172.18 , Error: No RDNS
This is AppEngine-Google; (+http://code.google.com/appengine) and also Google-Sitemaps/1.0 slurper. Obviously a BOT.
B 2, 216.24.142.47 , flx1-ppp47.lvdi.net
http://me.dium.com redirect to http://www.oneriot.com/ “real time search for real time web” therefore a Call – it’s a bot.
B 2, 216.24.142.46 , flx1-ppp46.lvdi.net
http://me.dium.com redirect to http://www.oneriot.com/ “real time search for real time web” therefore a Call – it’s a bot.
? 2, 173.126.31.41 , 173-126-31-41.pools.spcsdns.net
Impossible to call. If you know more, please let us know.
? 2, 93.133.78.200 , mnch-5d854ec8.pool.mediaWays.net
Impossible to call if you know more about this IPA please let us know.
B 2, 66.249.71.174 , crawl-66-249-71-174.googlebot.com
GOOGLEBOT
H 2, 166.122.160.117 , ewc60117.ewc.hawaii.edu
Most likely humans from Hawaii.
H 1, 24.147.28.154 , c-24-147-28-154.hsd1.ma.comcast.net
Most likely a human from Andover, MS.
H 1, 195.159.40.204 , dhcp204.ns5.start.no
Most likely a human from Norway.
B 1, 192.122.237.11 , nkugateway.nku.edu
This IPA has been extensively used to send very spam-like email messages, bulks of them, ergo we classify it as a bot.
!! 5, 189.220.23.128 , Error: No RDNS
This is us – do not count as a human.
H 1, 187.50.70.66 , Error: No RDNS
Most likely a human from Brazil.
B 1, 150.70.84.43 , Error: No RDNS
It could be a human but was seen at least one “honey pot” ergo the Call is – it’s a bot.
H 1, 76.171.100.22 , cpe-76-171-100-22.socal.res.rr.com
This is Jeanette from a non smoggy Lake Elsinore, California. This is an interesting find; a Grumpy Old Trucker’s blog records IPA of people that comment on his articles.
H 1, 72.90.110.171 , pool-72-90-110-171.ptldor.fios.verizon.net
Most likely a human from Portland, Oregon.
H 1, 71.59.234.85 , c-71-59-234-85.hsd1.or.comcast.net
Most likely a human from Dufur, Oregon.
H 1, 68.197.252.117 , ool-44c5fc75.dyn.optonline.net
Most likely a human from Westwood, New Jersey.
H 1, 68.148.18.128 , S010600045a2b0d0e.ed.shawcable.net
Most likely a human from Canada.
B 1, 24.7.238.126 , c-24-7-238-126.hsd1.in.comcast.net
Even though it might be a human from South Bend, Indiana, that IPA was seen performing as a mail server while using different names so we’d call it a Spambot.
H 1, 24.103.71.242 , rrcs-24-103-71-242.nyc.biz.rr.com
Most likely a human from Brooklyn, New York.
B 1, 170.213.131.190 , Error: No RDNS
This IPA is being used in a manner of dictionary attacker, maybe through Facebook.
Examples of e-mail from that IPA as seen at our friends Honey Pot:
from: "Facebook Inform Center" <provisor23@facebook.com>
Subject: Facebook news: Burning Dancing Girl. Perfect boobs
From: <janet_huskinson@users.moneyhelpline.co.uk>
Subject: It will tear you pants!
From: <heglauser03@fragolina.it>
Subject: Might up your schlong!
H 1, 166.70.192.169 , thotman.dsl.xmission.com
Most likely a human from Salt Lake City, Utah.
H 1, 113.67.107.245 , Error: No RDNS
Most likely a human from China.
H 1, 83.167.112.14 , n112h14.catv.ext.ru
This IPA came from Moscow, Russia, and even though it was seen on at least one honey pot, it may be someone using Hulu or Netflix through a proxy so we give our suspicious friend from Moscow a benefit of doubt and call it a human.
B 1, 75.101.203.230 , ec2-75-101-203-230.compute-1.amazonaws.com
Click came from the Amazon’s Elastic Compute Cloud, EC2 design customers to run their own applications. It is unlikely, given all other metrics, this is not some home-made bot. Call – it’s a bot.
H 1, 74.243.34.15 , adsl-243-34-15.bix.bellsouth.net
Most likely a human from Gulfport, Mississippi.
H 1, 72.37.171.132 , 139ob.scansafe.net
It’s a human. But we know too much about him so let us stick with a call alone.
B 1, 72.3.221.188 , Error: No RDNS
This thing identifies itself as the ThingFetcher and uses honey pots, therefore a call; it’s a bot!
H 1, 67.164.176.184 , c-67-164-176-184.hsd1.co.comcast.net
Most likely a human from Denver, Colorado.
B 1, 66.249.71.174 , crawl-66-249-71-174.googlebot.com
GOOGLEBOT
H 1, 64.105.86.66 , h-64-105-86-66-static.sttnwaho.covad.net
Most likely a human from Portland, Oregon.
B 1, 38.99.68.204 , Error: No RDNS
This is FriendFeed bot
Mozilla/5.0 (compatible; FriendFeedBot/0.1; +Http://friendfeed.com/about/bot)
B 1, 209.20.71.54 , 209-20-71-54.slicehost.net
This is a Ginkx, Twitter related bot.
H 1, 174.143.246.198 , 174-143-246-198.static.cloud-ips.com
Most likely a human from San Antonio, Texas.
H 1, 174.132.144.150 , web16.tumblr.com
Hmm… came from tumblr so it could be a human. Let’s give them a credit and call a human for this one.
B 1, 174.129.178.187 , ec2-174-129-178-187.compute-1.amazonaws.com
These might be are our friends and neighbors on the Amazon’s cloud, Bit.ly, and their own bot, a bitlybot or someone else’s bot that slurps tweets from bitly and calls it a bitlybot.
? 1, 128.121.156.55 , fbx4.83degrees.com
We don’t trust this human / bot from Englewood, Colorado so it is impossible to call.
B 1, 87.21.56.139 , host139-56-dynamic.21-87-r.retail.telecomitalia.it
This IPA is being used in a manner of dictionary attacker, maybe through Facebook.
Examples of e-mail from that IPA as seen at our friends Honey Pot:
From: "Terra Mcintyre" <oliver@webmarketingezine.com>
Subject: MS Office 2007, AutoCAD 2008, Adobe Acrobat 8
From: "Devin Telling" <Devin-singlefi@kowell.com>
Subject: simagree
From: "Rachelle Cervantes" <giuseppe.ganci@sanpaoloimi.c
Subject: Software Bereich Ausbau - Preis Untergang
H 1, 76.176.131.0 , cpe-76-176-131-0.san.res.rr.com
Likely a human from Carlsbad, California.
H 1, 75.167.10.81 , 75-167-10-81.phnx.qwest.net
Likely a human from Phoenix, Arizona.
H 1, 68.19.134.127 , adsl-19-134-127.jan.bellsouth.net
Most likely a human from Laurel, Mississippi
H 1, 67.183.214.180 , c-67-183-214-180.hsd1.wa.comcast.net
Most likely a human from Bothell, Washington.
H 1, 24.17.166.7 , c-24-17-166-7.hsd1.wa.comcast.net
Most likely a human from Blaine, Washington.
H 1, 206.53.157.118 , Error: No RDNS
Most likely an U.S. based human using Blackbarry for browsing.
H 1, 200.55.99.84 , 200-55-99-84.dsl.prima.net.ar
Most likely a human from Argentina.
B 1, 122.166.14.44 , ABTS-KK-Static-044.14.166.122.airtelbroadband.in
This IPA came from India and is being used in a manner of mail server or dictionary attacker. Examples of e-mail from that IPA as seen at our friends Honey Pot:
From: "Meri Ycoo" <sanjuanita_bocchino@post.wildkamperen
Subject: Tips and Tricks
From: "Harrison Alvarado" <bangsllo8@schoeler.de>
Subject: You have received an eCard
From: <elfreda.youngman@moo43.school-survival.net>
Subject: Be an asset for ladies
From: <alvasornsen@switchboard.agendamusic.co.uk>
Subject: Might up your schlong!
From: <kerryhguimaraes@mx1.hypeindustries.com>
Subject: Male insatiability packed
Therefore it is a spam bot.
H 1, 99.34.5.39 , 99-34-5-39.lightspeed.cntmoh.sbcglobal.net
Most likely a human from Argentina.
H 1, 85.214.39.2 , bleeper.de
Most likely a human from Germany.
H 1, 85.127.171.44 , 85-127-171-44.dynamic.xdsl-line.inode.at
Most likely a human from Austria.
B 1, 84.63.36.78 , dslb-084-063-036-078.pools.arcor-ip.net
This IPA came from Germany and is being used in a manner of mail server or dictionary attacker. Examples of e-mail from that IPA as seen at our friends Honey Pot:
From: "Marijke" <wyman@mypersonalemail.com>
Subject: Ik schrijf julie om te vertellen dat ik eindelijk
From: "Oqlu" <negadstr_1987@EDENPR.org>
Subject: For asayne04@klevo.premedic.com.ru
So this is a Spambot
H 1, 84.191.230.73 , p54BFE649.dip.t-dialin.net
Maybe a human from Austria
H 1, 84.191.184.161 , p54BFB8A1.dip.t-dialin.net
Maybe a human from Austria
H 1, 84.141.115.137 , p548D7389.dip.t-dialin.net
Maybe a human from Austria
H 1, 83.149.199.55 , narva.ispras.ru
Maybe a human from Austria
H 1, 83.149.199.54 , dvina.ispras.ru
Maybe a human from Austria
H 1, 83.149.199.49 , niagara.ispras.ru
Maybe a human from Austria
H 1, 80.190.153.18 , Error: No RDNS
Most likely a human from Germany.
B 1, 80.187.109.155 , tmo-109-155.customers.d1-online.com
This IPA came from Germany and is being used in a manner of mail server or dictionary attacker. Examples of e-mail from that IPA as seen at our friends Honey Pot:
From: © VIAGRA ® Official Site <junko.ashly@myxlplyx.low
Subject: Dear junko.ashly@myxlplyx.lowsfishingadventures.co
From: "Finer Sigrid" <wxsinha007@m.dk.pp.ru>
Subject: Your serial number
Therefor it’s a Spambot.
H 1, 78.42.201.151 , HSI-KBW-078-042-201-151.hsi3.kabel-
badenwuerttemberg.de
Most likely a human from Germany.
H 1, 75.32.240.15 , 75-32-240-15.lightspeed.enctca.sbcglobal.net
Most likely a human from Germany.
H 1, 74.57.122.251 , modemcable251.122-57-74.mc.videotron.ca
Most likely a human from Quebec, Canada.
B 1, 72.3.221.188 , Error: No RDNS
This thing identifies itself as the ThingFetcher and uses honey pots, therefore a call; it’s a bot!
H 1, 68.189.245.235 , 68-189-245-235.dhcp.oxfr.ma.charter.com
Most likely a human from Pepperell, Massachusetts
H 1, 24.30.153.217 , cpe-24-30-153-217.san.res.rr.com
Most likely a human from San Diego, California.
H 1, 212.36.161.107 , Error: No RDNS
Most likely a human from Great Britain.
? 1, 174.129.115.46 , ec2-174-129-115-46.compute-1.amazonaws.com
Could be a human despite Amazon’s Cloud. Difficult to call.
H 1, 157.161.38.229 , cable-static-38-229.teleport.ch
Most likely a human from Switzerland
H 1, 141.43.144.163 , 144-163.ikmz-user.tu-cottbus.de
Most likely a human from Germany.
PART XIV: Bit.ly' s BOTS vs. HUMANS ratio by Google's AdSense
![]()
Licensees may copy, distribute, display and perform the work and make derivative works based on it only if they give the authors the credits and only for noncommercial purposes.
For on-line displays of the work and derivative works licensees must include SEO Artworks link as follows: http://www.seo-artworks.com/Twitter/twitter-study.htm.
SHARE YOUR THOUGHTS

